Digital Commons Network^™

Structure And Funding Of Clinical Informatics Fellowships: A National Survey Of Program Directors, Tushar N Patel, Aaron J Chaise, John J Hanna, Kunal P Patel, Karl M Kochendorfer, Richard J Medford, Dara E Mize, Edward R Melnick, Jonathan D Hron, Kenneth Youens, Deepti Pandita, Michael G Leu, Gregory A Ator, Feliciano Yu, Nicholas Genes, Carrie K Baker, Douglas S Bell, Joshua M Pevnick, Steven A Conrad, Aarti R Chandawarkar, Kendall M Rogers, David C Kaelber, Ila R Singh, Bruce P Levy, John T Finnell, Joseph Kannry, Natalie M Pageler, Vishnu Mohan, Christoph U Lehmann

Faculty, Staff and Students Publications

BACKGROUND: In 2011, the American Board of Medical Specialties established clinical informatics (CI) as a subspecialty in medicine, jointly administered by the American Board of Pathology and the American Board of Preventive Medicine. Subsequently, many institutions created CI fellowship training programs to meet the growing need for informaticists. Although many programs share similar features, there is considerable variation in program funding and administrative structures.

OBJECTIVES: The aim of our study was to characterize CI fellowship program features, including governance structures, funding sources, and expenses.

METHODS: We created a cross-sectional online REDCap survey with 44 items requesting information on program administration, …

Innovator Ecosystem Diversity As A Global Competitiveness Imperative, Margo A. Bagley

Faculty Articles

There are myriad ways that discrimination and bias can combine to profoundly limit inventor participation in the patent process. The utilitarian purpose of patents is to incentivize inventors to invent and disclose, so it makes sense to incentivize as large and as diverse a group as possible in order to maximize the likely output of innovative activity. This incentive is important in terms of our geopolitical aspirations as a country, but hopefully also because of our democratic commitment to provide opportunities for flourishing and reaching one's potential that are available to all.

It Is Time To Screen For Homozygous Familial Hypercholesterolemia In The United States, Samuel S Gidding, Christie M Ballantyne, Marina Cuchel, Sarah De Ferranti, Lisa Hudgins, Allison Jamison, Mary P Mcgowan, Amy L Peterson, Robert D Steiner, Melissa K Uveges, Yunshu Wang

Faculty, Staff and Students Publications

Homozygous familial hypercholesterolemia (HoFH) is an ultra-rare inherited condition that affects approximately one in 300,000 people. The disorder is characterized by extremely high, life-threatening levels of low-density lipoprotein (LDL) cholesterol from birth, leading to significant premature cardiovascular morbidity and mortality, if left untreated.

Homozygous familial hypercholesterolemia is severely underdiagnosed and undertreated in the United States (US), despite guidelines recommendations for universal pediatric lipid screening in children aged 9–11. Early diagnosis and adequate treatment are critical in averting premature cardiovascular disease in individuals affected by HoFH. Yet, an unacceptably high number of people living with HoFH remain undiagnosed, misdiagnosed, and/or receive …

Anemia, Iron Deficiency, And Cause-Specific Mortality: The Atherosclerosis Risk In Communities Study, Ethan J Cannon, Jeffrey R Misialek, Leo F Buckley, Iman A F Aboelsaad, Christie M Ballantyne, John Leister, James S Pankow, Pamela L Lutsey

Faculty, Staff and Students Publications

Introduction: Anemia is a risk factor for all-cause mortality in older adults. Iron deficiency may also be associated with adverse outcomes, independent of its role in causing anemia. This study tested the hypotheses that anemia, and low ferritin among non-anemic participants, were associated with all-cause and cause-specific mortality in a community-based cohort of older adults.

Methods: Fasting blood was obtained from 5,070 ARIC participants (median age: 75 years) in 2011-2013. Anemia was defined by hemoglobin concentrations < 12 g/dL in women and < 13 g/dL in men. We classified 4,020 non-anemic participants by quartiles of plasma ferritin, measured by the SomaScan proteomics platform. Cox proportional hazards regression was used. Mortality was ascertained via phone calls with proxies as part of twice-yearly cohort follow-up, surveillance of local hospital discharge indexes, state death records, and linkage to the National Death Index.

Results: Of the total participants, 21% had anemia at baseline. Over a median of 7.5 years, there were 1,147 deaths, including 357 due to …

Trends In Cardiovascular Disease-Related Mortality In Texas, Muhammad Shariq Usman, Adeena Jamil, Zainali Chunawala, Mahboob Alam, Vijay Nambi, Layla A Abushamat, Arunima Misra, Salim S Virani, Christie M Ballantyne, George E Taffet, Khurram Nasir, Sachin Goel, Sadeer Al-Kindi, Javed Butler, Abdul Mannan Khan Minhas

Faculty, Staff and Students Publications

BACKGROUND: Cardiovascular disease (CVD) is associated with high mortality in the United States, but the burden of CVD mortality is unevenly distributed between demographic and geographic subgroups, with poor characterization of state-specific trends. In this study, the disparities in CVD-related mortality trends in Texas and the United States from 1999 to 2019 were assessed.

METHODS: Trends in CVD-related mortality were evaluated through analysis of the Multiple Causes of Death Files from the National Center for Health Statistics. Crude and age-adjusted mortality rates (AAMRs) per 100,000 population with associated annual percentage changes were determined. Joinpoint regression was used to assess trends …

Prospective Associations Of Psychedelic Treatment For Co-Occurring Alcohol Misuse And Posttraumatic Stress Symptoms Among United States Special Operations Forces Veterans, Stacey B Armstrong, Yitong Xin, Nathan D Sepeda, Martín Polanco, Lynnette A Averill, Alan K Davis

Faculty, Staff and Students Publications

This study evaluated prospective associations of ibogaine and 5-MeO-DMT treatment for risky alcohol use and post-traumatic stress disorder (PTSD) symptoms among United States (US) Special Operations Forces Veterans (SOFV). Data were collected during standard clinical operations at pre-treatment and 1-month (1 m), 3-months (3 m), and 6-months (6 m) post-treatment in an ibogaine and 5-MeO-DMT treatment program in Mexico. Of the 86 SOFV that completed treatment, 45 met criteria for risky alcohol use at pre-treatment (mean age = 44; male = 100%; White = 91%). There was a significant reduction in alcohol use from pre-treatment (M = 7.2, SD = …

The Impact Of Race On Pancreatic Cancer Treatment And Survival In The Nationwide Veterans Affairs Healthcare System, Natalia Khalaf, Ann Xu, Theresa Nguyen Wenker, Jennifer R Kramer, Yan Liu, Hardeep Singh, Hashem B El-Serag, Fasiha Kanwal

Faculty, Staff and Students Publications

OBJECTIVES: Among patients with pancreatic cancer, studies show racial disparities at multiple steps of the cancer care pathway. Access to healthcare is a frequently cited cause of these disparities. It remains unclear if racial disparities exist in an integrated, equal access public system such as the Veterans Affairs healthcare system.

METHODS: We identified all patients diagnosed with pancreatic adenocarcinoma in the national Veterans Affairs Central Cancer Registry from January 2010 to December 2018. We examined the independent association between race and 3 endpoints: stage at diagnosis, receipt of treatment, and survival while adjusting for sociodemographic factors and medical comorbidities.

RESULTS: …

Recent Trends In The Incidence Of Gastric Cancer In The United States, Kyle S Liu, Syed Ahsan Raza, Hashem B El-Serag, Aaron P Thrift

Faculty, Staff and Students Publications

BACKGROUND: Gastric cancer (GC) incidence rates overall in the United States have declined over recent decades and are predicted to continue declining. However, there have been mixed recent findings regarding the potential stabilization of rates and potential divergent trends by age group. We used the most recent cancer data for the United States and examined trends in GC between 1992 and 2019, overall and in important subgroups of the population.

METHODS: Age-adjusted GC incidence rates and trends in adults 20 years or older were calculated using data from the Surveillance, Epidemiology, and End Results (SEER) 12 program. Secular trends were …

Scientific Impact Of The National Birth Defects Prevention Network Multistate Collaborative Publications, Jacqueline T Bascom, Sara B Stephens, Philip J Lupo, Mark A Canfield, Russell S Kirby, Eirini Nestoridi, Jason L Salemi, Cara T Mai, Wendy N Nembhard, Nina E Forestieri, Paul A Romitti, Amanda M St Louis, A J Agopian

Faculty, Staff and Students Publications

BACKGROUND: Given the lack of a national, population-based birth defects surveillance program in the United States, the National Birth Defects Prevention Network (NBDPN) has facilitated important studies on surveillance, research, and prevention of major birth defects. We sought to summarize NBDPN peer-reviewed publications and their impact.

METHODS: We obtained and reviewed a curated list of 49 NBDPN multistate collaborative publications during 2000-2022, as of December 31, 2022. Each publication was reviewed and classified by type (e.g., risk factor association analysis). Key characteristics of study populations and analytic approaches used, along with publication impact (e.g., number of citations), were tabulated.

RESULTS: …

A Comprehensive Analysis Of Neuroblastoma Incidence, Survival, And Racial And Ethnic Disparities From 2001 To 2019, Kevin Campbell, David A Siegel, Puja J Umaretiya, Shifan Dai, Andras Heczey, Philip J Lupo, Jeremy M Schraw, Trevor D Thompson, Michael E Scheurer, Jennifer H Foster

Faculty, Staff and Students Publications

BACKGROUND: We characterize the incidence and 5-year survival of children and adolescents with neuroblastoma stratified by demographic and clinical factors based on the comprehensive data from United States Cancer Statistics (USCS) and the National Program of Cancer Registries (NPCR).

METHODS: We analyzed the incidence of neuroblastoma from USCS (2003-2019) and survival data from NPCR (2001-2018) for patients less than 20 years old. Incidence trends were calculated by average annual percent change (AAPC) using joinpoint regression. Differences in relative survival were estimated comparing non-overlapping confidence intervals (CI).

RESULTS: We identified 11,543 primary neuroblastoma cases in USCS. Age-adjusted incidence was 8.3 per …

Breastfeeding Perceptions And Decisions Among Hispanic Participants In The Special Supplemental Nutrition Program For Women, Infants, And Children: A Qualitative Study, Emily Fisher, Priyanka Patel, Kathryn G. Wouk, Bidusha Neupane, Futun Alkhalifah, Marilyn M. Bartholmae, Chuanyi Tang, Qi Zhang

Community & Environmental Health Faculty Publications

The Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) is a nutrition assistance program in the U.S. WIC served 2.5 million eligible Hispanic women, infants, and children under the age of five in 2021, which is WIC's largest racial/ethnic group. However, limited research has been conducted to understand Hispanic WIC participants' perceptions of WIC breastfeeding recommendations and their breastfeeding decisions. For this qualitative study, we interviewed 18 of these pregnant and postpartum WIC participants on their experiences and decision-making processes related to breastfeeding. Hispanic cultures and home country norms were identified as prominent influences on breastfeeding decisions, along …

The Association Of Skin Cancer Prevention Knowledge, Sun-Protective Attitudes, And Sun-Protective Behaviors In A Navy Population, Rachel Newnam, Uyen Le-Jenkins, Carolyn Rutledge, Craig Cunningham

Ellmer School of Nursing Faculty Publications

Introduction: U.S. Navy service members are primarily between the ages of 18 and 30 years and often required to be outside for extended periods of time in geographical locations with increased and often unfamiliar ultraviolet indexes that collectively increase their risk for skin cancer. Skin cancer is the country's most common form of cancer, yet there is a paucity of skin cancer prevention literature, especially within the U.S. Navy. The purpose of this study was to describe skin cancer risk and skin cancer prevention "cues-to-action" and to determine if skin cancer prevention knowledge was associated with sun-protective attitudes (e.g., prevention …

Implementing A Holistic Review Toolkit For Faculty Recruitment And Retention, Toi Blakley Harris, Michelle Shader, Patrick O. Smith, Amelia Challender, Cleveland Piggott, Norma I. Poll, Ryan Henyard, Jeffrey M. Lyness, Erika D. Malmberg, Eva K. Pressman, Alicia D. Monroe, Negar N. Jacobs

University Administration Publications

Introduction: A diverse workforce improves health care, educational outcomes, and research agendas. Currently, faculty from historically excluded groups remain underrepresented in academic medicine. Resources are needed in academic medical centers for those charged with recruiting and retaining a diverse and talented workforce. Methods: Informed by the successful use of holistic review in medical student admissions, the Association of American Medical Colleges (AAMC) developed and piloted a toolkit for use in faculty recruitment and retention at five academic medical centers. Institutions led toolkit-guided holistic review workshops ranging from 2.5 to 3 hours in duration for leaders and faculty to identify and …

China-Venezuela Relations In The 21st Century And A Proposed U.S. Policy Response, Noah Jackson

Pepperdine Policy Review

In light of the Biden Administration’s 2023 decision to lift sanctions on Venezuela, and Venezuela’s failure to comply with the US conditions for relief, this paper analyzes China-Venezuela relations and how US policy toward Venezuela affects both Venezuela and China. Venezuela has been China’s strongest ally in the Americas since 2000. This alliance led to Chinese loans of over $40 billion, a majority of China’s investment in the continent. When Venezuela’s economy collapsed, China was left with the decision to cut ties, but chose to defend its Latin partner as the west criticized the Maduro regime. Recently, Venezuela has failed …

Policy Implications And Recommendations Concerning The United States’ Non-Ratification Of International Human Rights Treaties, Kenzie R. Winton

Pepperdine Policy Review

This paper delves into the historical background, policy implications, and recommendations concerning the United States' non-ratification of crucial international human rights treaties. The UN treaties analyzed include the International Covenant on Economic, Social, and Cultural Rights (ICESCR), the Convention on the Elimination of All Forms of Discrimination against Women (CEDAW), and the UN Convention on the Rights of the Child (UNCRC). Despite being a global hegemon, the United States' refusal to ratify these treaties raises questions about its commitment to human rights and international cooperation. Through examining historical and current rationales, alongside the potential impacts of ratification, this paper argues …

A Transformer-Based Deep Learning Approach For Fairly Predicting Post-Liver Transplant Risk Factors, Can Li, Xiaoqian Jiang, Kai Zhang

Faculty, Staff and Student Publications

Liver transplantation is a life-saving procedure for patients with end-stage liver disease. There are two main challenges in liver transplant: finding the best matching patient for a donor and ensuring transplant equity among different subpopulations. The current MELD scoring system evaluates a patient's mortality risk if not receiving an organ within 90 days. However, the donor-patient matching should also consider post-transplant risk factors, such as cardiovascular disease, chronic rejection, etc., which are all common complications after transplant. Accurate prediction of these risk scores remains a significant challenge. In this study, we used predictive models to solve the above challenges. Specifically, …

From Streets To Stats: A Statistical Analysis Of The Quantity Of Illegal Narcotics Seized In The United States, Zachary T. Strickland

Tenor of Our Times

This study aims to determine how seven different variables affect the total quantity of illegal narcotics seized. These seven variables include four dichotomous and three continuous variables, each striving to teach readers how they relate to the quantity of narcotics seized across specific states. My goal for this project is to figure out if there is any relationship to help law enforcement fight the war on drugs. With the continuing apparent rise of this war, this study is crucial in determining potential relationships between a state's characteristics and the quantity of illegal narcotics they forcibly take possession of. I further …

H.R. 133: Consolidated Appropriations Act, 2021, United States: Congress: House Of Representatives

Documents

No abstract provided.

Centering Intersectional Breast Cancer Screening Experiences Among Black, Latina, And White Women: A Qualitative Analysis, Sienna Ruiz, Kamilah Abdur-Rashid, Rachel L Mintz, Maggie Britton, Ana A Baumann, Graham A Colditz, Ashley J Housten

2020-Current year OA Pubs

OBJECTIVE: Mammography screening guidelines in the United States highlight the importance of informing and involving women when making their breast cancer screening decisions. However, the complexity of interpreting and applying these population-level guidelines can contribute to patient burden. Patient-centered communication strategies can alleviate patient burden, but few consider perspectives from racially and ethnically marginalized populations. We examine diverse women's perspectives on screening to characterize patient-centered experiences.

METHODS: We conducted 28 focus groups with 134 non-Latina Black (

RESULTS: We identified three themes: (1) personal relationships with primary care providers, (2) potential impacts of cancer on families, and (3) interactions with …

Preteen Suicide Risk Screening In The Pediatric Outpatient Setting: A Clinical Pathway, Laura Hennefield, Ellen-Ge Denton, Peggy G Chen, Arielle H Sheftall, Lynsay Ayer

2020-Current year OA Pubs

We are in a youth mental health crisis with unprecedented and staggeringly high rates of suicidal ideations and suicide behaviors in preteens. In the United States, 14.5% of children aged 9-10 have experienced suicidal thoughts and behaviors, including 1.3% with a suicide attempt. American Academy of Pediatrics guidelines call for universal suicide risk screening of youth aged 12 years and older during preventative health care visits and screening in preteens aged 8-11 years when clinically indicated. However, what constitutes a clinical indication at 8-11 years can be difficult to systematically detect, and pediatric practitioners may not be equipped with necessary …

Lessons Learned From The Moment Study On How To Recruit And Retain A Target Population Online, Across Borders, And With Automated Remote Data Collection, Andrew Belfiglio, Shayleigh Dickson Page, Sara Pettersson, Michelle Van Rijn, Ercole Vellone, Heleen Westland, Kenneth E. Freedland, Christopher Lee, Anna Strömberg, Douglas Wiebe, Subhash Aryal, Barbara Riegel, Tiny Jaarsma

2020-Current year OA Pubs

Increasingly, studies use social media to recruit, enroll, and collect data from participants. This introduces a threat to data integrity: efforts to produce fraudulent data to receive participant compensation, e.g., gift cards. MOMENT is an online symptom-monitoring and self-care study that implemented safeguards to protect data integrity. Facebook, Twitter, and patient organizations were used to recruit participants with chronic health conditions in four countries (USA, Italy, The Netherlands, Sweden). Links to the REDCap baseline survey were posted to social media accounts. The initial study launch, where participants completed the baseline survey and were automatically re-directed to the LifeData ecological momentary …

Adherence To Practice Parameters In Medicare Beneficiaries With Amyotrophic Lateral Sclerosis, Osvaldo J. Laurido-Soto, Irene M. Faust, Susan Searles Nielsen, Brad A. Racette

2020-Current year OA Pubs

OBJECTIVE: Physician adherence to evidence-based clinical practice parameters impacts outcomes of amyotrophic lateral sclerosis (ALS) patients. We sought to investigate compliance with the 2009 practice parameters for treatment of ALS patients in the United States, and sociodemographic and provider characteristics associated with adherence.

METHODS: In this population-based, retrospective cohort study of incident ALS patients in 2009-2014, we included all Medicare beneficiaries age ≥20 with ≥1 International Classification of Diseases, Ninth Revision, Clinical Modification ALS code (335.20) in 2009 and no prior years (N = 8,575). Variables of interest included race/ethnicity, sex, age, urban residence, Area Deprivation Index (ADI), and provider …

Thirty-Day Hospital Readmission In Females With Acute Heart Failure And Breast Cancer: A Retrospective Cohort Study From National Readmission Database, Soumya Kambalapalli, Nischit Baral, Timir K. Paul, Prakash Upreti, Fahimeh Talaei, Sarah Ayad, Mahmoud Ibrahim, Vikas Aggarwal, Gautam Kumar, Chadi Alraies, Joshua Mitchell

2020-Current year OA Pubs

BACKGROUND: Breast Cancer and cardiovascular diseases are amongst the two leading causes of mortality in the United States, and the two conditions are connected in part because of recognized cardiotoxicity of cancer treatments. The aim of this study is to investigate the predictors risk factors for thirty-day readmission in female breast cancer survivors presenting with acute heart failure.

METHODS: This is a retrospective cohort study of acute heart failure (AHF) hospitalization in female patients with breast cancer in 2019 using the National Readmission Database (NRD), which is the largest publicly available all-payer inpatient readmission database in the United States. Our …

Factors Associated With Hepatitis C-Related Hospitalizations And Inpatient Mortality In The United States, Pre- And Post-Onset Of The Covid-19 Pandemic, Christina R. Samuel

College of Graduate Studies: Theses & Dissertations

Background: Hepatitis C is a significant public health problem in the United States and imposes a substantial burden on the healthcare system. Previous research shows that the COVID-19 pandemic response efforts have overshadowed hepatitis C testing and treatment measures in health care settings across the country. The purpose of this study was to describe and examine the factors associated with hepatitis C-related hospitalizations and inpatient mortality in the United States, pre- and post-onset of the COVID-19 pandemic. Methods: Data were obtained from the 2019-2020 National Inpatient Sample database. The study population included persons aged ≥18 years with hepatitis C-related inpatient …

Bend Down Select: Analysis Of Secondhand Clothing Waste In Africa Under The Current Anti-Dumping Regime, Bisi Ogunmefun

Natural Resources Journal

The second-hand clothing market is a multi-billion-dollar industry that has helped many developing countries stimulate their economy. Over the years, however, the quality of secondhand clothing has declined as the fast-fashion market rises. Countries such as India and the Philippines have banned secondhand clothing imports to protect their textile industries from demise. African countries like Kenya, Rwanda, and Uganda also attempted to ban secondhand clothing imports but were sanctioned with a threat of removal from the African Growth Opportunity Act. This article explores how Anti-Dumping Laws fail to fulfill their ordinary meaning in the secondhand fashion market in African countries …

Multifactorial Exercise Intervention Decreases Falls Risk In High-Risk And Low-Risk Older Adults, Amanda Estep, Steven Morrison, Shane V. Caswell, Jatin P. Ambegaonkar, João R. Vaz, Nelson Cortes

Rehabilitation Sciences Faculty Publications

Background: Each year, 1 in 4 people over the age of 65 years of age will experience a fall. It is important to identify and address modifiable risk factors that are associated with falls in adults at high and low risk for falls.

Hypothesis: Falls risk improves in both high-risk and low-risk participants with the implementation of Stay Active and Independent for Life (SAIL).

Study Design: Cohort study.

Level of Evidence: Level 3.

Methods: Seventy-eight older adults (age, 70.9 ± 5.1 years) were included in this study and categorized into high risk and low risk for falling based on the …

Contextualizing The Triggering Event: Colonial White Supremacy, Anti-Blackness, And Black Lives Matter In Italy And The United States, Renee Nicole Allen

Faculty Publications

In the summer of 2020, spurred by George Floyd’s murder and amid a worldwide pandemic, Black Lives Matter demonstrations peaked in the United States. The viral nature of the police violence that caused Floyd’s death was a triggering event for transnational Black Lives Matter protests. Around the world, millions took to the streets to demand justice. In Italy, a resounding demand that “Black Lives Matter” filled the streets during solidarity protests that occurred in Milan, Naples, and Rome. Less than six months later, in September 2020, the fatal civilian beating of Willy Monteiro Duarte, a Black Italian, revealed the necessity …

Secondhand Tobacco Smoke Exposure In Homes And Vehicles In Youth: Disparities Among Racial, And Sexual And Gender Minorities, Rajesh Talluri, Sahil S Shete, Surendra S Shastri, Sanjay Shete

Faculty, Staff and Student Publications

BACKGROUND: Secondhand smoke exposure (SHSe) among youth is a serious public health concern, leading to an increased risk of conditions such as asthma and respiratory infections. However, there is little research on SHSe among vulnerable populations, such as racial and sexual minorities. Understanding the factors associated with youth SHSe in homes and vehicles is crucial to developing better protective policies.

METHODS: This study utilized 2020 data from the National Youth Tobacco Survey, a representative sample of middle- and high-school students in the US. The primary outcomes were youth SHSe at home and while riding in a vehicle. Multinomial regression models …

Tiny Houses (Revisited): Geography Of Tiny House Villages For The Homeless In The United States, Yetimoni Kpeebi

Graduate Theses/Dissertations

The increasing adoption of tiny house villages as a solution to homelessness in the United States (US) underscores the need for comprehensive tracking and documentation of their locations, physical attributes, and social characteristics. This is vital to assess their effectiveness, providing advocates and policymakers with the information needed to optimize outcomes, and ensure these initiatives truly benefit the homeless population. While initial efforts were made in 2019 to establish a database for these villages (Evans, 2020), this study represents an improvement by presenting an updated database that reflects the growing popularity of tiny house villages for the homeless. Building upon …

Agricultural And Ecological Resources Safeguarded By The Prevention Of Wild Pig Population Expansion, Colin Jareb, Kim M. Pepin, Ryan S. Miller, Stephanie A. Shwiff, Sophie C. Mckee

United States Department of Agriculture Wildlife Services: Staff Publications

Wild pigs (Sus scrofa) are one of the most destructive invasive species in the United States, known for causing extensive damage to agricultural commodities, natural resources, and property, and for transmitting diseases to livestock. Following the establishment of the National Feral Swine Damage Management Program (NFSDMP) in 2014, the expansion of wild pig populations has been successfully slowed. This paper combines two modeling approaches across eight separate models to characterize the expansion of wild pig populations in the absence of intervention by the NFSDMP and forecasts the value of a subset of resources safeguarded from the threat of …